Scrub Typhus Incidence Modeling with Meteorological Factors in South Korea

被引:43
作者
Kwak, Jaewon [1 ]
Kim, Soojun [2 ]
Kim, Gilho [3 ]
Singh, Vijay P. [4 ,5 ]
Hong, Seungjin [6 ]
Kim, Hung Soo [6 ]
机构
[1] Nakdong River Flood Control Off, Forecast & Control Div, Busan 604851, South Korea
[2] Columbia Univ, Columbia Water Ctr, New York, NY 10027 USA
[3] Korea Inst Civil Engn & Bldg Technol, Dept Hydro Sci & Engn, Goyang Si 411712, Gyeonggi Do, South Korea
[4] Texas A&M Univ, Dept Biol & Agr Engn, College Stn, TX 77843 USA
[5] Texas A&M Univ, Zachry Dept Civil Engn, College Stn, TX 77843 USA
[6] Inha Univ, Dept Civil Engn, Inchon 402751, South Korea
基金
新加坡国家研究基金会;
关键词
scrub typhus; ANN; meteorological variables; CLIMATE-CHANGE; NEURAL-NETWORKS; HUMAN HEALTH; DISEASE; WAVELET; TSUTSUGAMUSHI; TEMPERATURE; ECOLOGY; NORTH;
D O I
10.3390/ijerph120707254
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Since its recurrence in 1986, scrub typhus has been occurring annually and it is considered as one of the most prevalent diseases in Korea. Scrub typhus is a 3rd grade nationally notifiable disease that has greatly increased in Korea since 2000. The objective of this study is to construct a disease incidence model for prediction and quantification of the incidences of scrub typhus. Using data from 2001 to 2010, the incidence Artificial Neural Network (ANN) model, which considers the time-lag between scrub typhus and minimum temperature, precipitation and average wind speed based on the Granger causality and spectral analysis, is constructed and tested for 2011 to 2012. Results show reliable simulation of scrub typhus incidences with selected predictors, and indicate that the seasonality in meteorological data should be considered.
引用
收藏
页码:7254 / 7273
页数:20
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